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Open access Sep 2026

Lifecycle-aware microgrid design: quantifying embodied, operational, and avoided emissions in a grid-connected PV–Wind system

This study develops a high-renewable hybrid microgrid integrating solar photovoltaic (PV), wind turbine (WT), and grid interaction for a university campus, with a distinctive focus on lifecycle emission performance. Using HOMER Pro-based optimization, the system achieves a low cost of energy (COE), that is, the average...

M. Azam, M. Ali, Md. Shafiul Alam et al. · 0 citations
Conference Aug 2026

Machine Learning-Driven Curtailment Prediction in a Renewable School Microgrid System

Reliable and sustainable electrification of educational institutions remains a major challenge in developing regions due to rising energy demand, grid instability, and environmental concerns. This study proposes a hybrid renewable microgrid for a primary school integrating solar photovoltaic (PV), wind turbine (WT), ba...

M. Azam, M. Ali, K. M. Salam et al. · 0 citations

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